Adaptive Fuzzy Control of Stochastic Nonstrict-Feedback Nonlinear Systems With Input Saturation

被引:225
作者
Li, Hongyi [1 ,2 ]
Bai, Lu [3 ]
Zhou, Qi [1 ,4 ]
Lu, Renquan [1 ]
Wang, Lijie [3 ]
机构
[1] Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Guangdong, Peoples R China
[2] Bohai Univ, Coll Engn, Jinzhou 121013, Peoples R China
[3] Bohai Univ, Sch Math & Phys, Jinzhou 121013, Peoples R China
[4] Bohai Univ, Coll Informat Sci & Technol, Jinzhou 121013, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2017年 / 47卷 / 08期
基金
中国国家自然科学基金; 国家高技术研究发展计划(863计划);
关键词
Adaptive fuzzy control; input saturation; stochastic nonstrict-feedback systems; NEURAL TRACKING CONTROL; DYNAMIC SURFACE CONTROL; UNIVERSAL APPROXIMATION; NETWORK CONTROL; STABILIZATION;
D O I
10.1109/TSMC.2016.2635678
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies an adaptive fuzzy tracking control problem for nonlinear stochastic systems with input saturation and nonstrict-feedback form. We use fuzzy logic systems to approximate unknown nonlinear functions. A novel approach is introduced to tackle unknown functions with nonstrict-feedback structure in the design process. By introducing an auxiliary system, the input saturation problem can be solved. Moreover, based on backstepping control design approach, a novel adaptive fuzzy tracking controller is designed to guarantee all signals in the closed-loop system to be bounded, and the system output can be driven to track the trajectory of a given reference signal. Finally, some simulation results are given to confirm the effectiveness of the proposed approach.
引用
收藏
页码:2185 / 2197
页数:13
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